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Comparing Supervised & Unsupervised ML for Fake News Detection by Sufanpreet Kaur

Comparing Supervised & Unsupervised ML for Fake News Detection

by Sufanpreet Kaur , Sandeep Ranjan
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Book cover type: Paperback
  • ISBN13: 9786208116224
  • Binding: Paperback
  • Subject: N/A
  • Publisher: LAP Lambert Academic Publishing
  • Publisher Imprint: LAP Lambert Academic Publishing
  • Publication Date:
  • Pages: 64
  • Original Price: GBP 37.0
  • Language: English
  • Edition: N/A
  • Item Weight: 105 grams
  • BISAC Subject(s): General

This investigation aims to develop a robust framework for detecting false information by comparing supervised and unsupervised machine learning algorithms. Unsupervised algorithms identify patterns without pre-labeled data, while supervised algorithms use labeled datasets to guide detection. The evaluation focuses on accuracy, precision, recall, and F1 score to assess each algorithm's effectiveness. The study details dataset composition, preprocessing techniques, and the strengths and limitations of each method. It utilizes Kaggle's dataset, featuring various news stories classified through meticulous verification, including real, fraudulent, and mixed authenticity levels. This research emphasizes the importance of precise labeling and preprocessing, aiming to enhance the development of effective fake news detection systems using advanced machine learning and natural language processing techniques.

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